• 제목/요약/키워드: Quantitative evaluation of image

검색결과 428건 처리시간 0.023초

화상처리 기술을 응용한 의료용 화상의 정량적 평가에 관한 연구 -특징량 추출 및 그 타당성 검토 - (A Study on the Quantitative Evaluation of Medical Images by Using the Technique of Image Processing - Determination and Validation of Features -)

  • 송재욱
    • 한국정보통신학회논문지
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    • 제2권4호
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    • pp.619-626
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    • 1998
  • 본 논문에서는 화상처리 기법을 이용하여 의료용 화상의 정량적 평가 특징에 관하여 기술한 것이다. 의사들로부터 조언을 구하여, 병의 진전과 관련이 깊은 세 가지 특징을 구하고, 각 특징과 의사가 행한 평가치의 비교에 의하여 가슴 X선 사진상의 폐병의 정량적인 평가에 대한 타당성을 확인하였다.

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로봇 비전의 영상 인식 AI를 위한 전이학습 정량 평가 (Quantitative evaluation of transfer learning for image recognition AI of robot vision)

  • 정재학
    • 문화기술의 융합
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    • 제10권3호
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    • pp.909-914
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    • 2024
  • 본 연구에서는 로봇 비전용 영상 인식을 비롯한 다양한 AI 분야에서 널리 활용되는 전이학습에 대한 정량적 평가를 제시하였다. 전이학습을 적용한 연구 결과에 대한 정량적, 정성적 분석은 제시되나, 전이학습 자체에 대해서는 논의되지 않는다. 따라서 본 연구에서는 전이학습 자체에 대한 정량적 평가를 숫자 손글씨 데이터베이스인 MNIST를 기반으로 제안한다. 기준 네트워크를 대상으로 전이학습 동결층의 깊이 및 전이학습 데이터와 사전 학습 데이터의 비율에 따른 정확도 변화를 추적하였다. 이를 통해 첫번째 레이어까지 동결할 때 전이학습 데이터의 비율이 3% 이상일 경우, 90% 이상의 정확도를 안정적으로 유지할 수 있음이 확인되었다. 본 연구의 전이학습 정량 평가 방법은 향후 네트워크 구조와 데이터의 종류에 따라 최적화된 전이학습을 구현하는데 활용 가능하며, 다양한 환경에서 로봇 비전 및 이미지 분석 AI의 활용 범위를 확대할 것이다.

Investigation of a blind-deconvolution framework after noise reduction using a gamma camera in nuclear medicine imaging

  • Kim, Kyuseok;Lee, Min-Hee;Lee, Youngjin
    • Nuclear Engineering and Technology
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    • 제52권11호
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    • pp.2594-2600
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    • 2020
  • A gamma camera system using radionuclide has a functional imaging technique and is frequently used in the field of nuclear medicine. In the gamma camera, it is extremely important to improve the image quality to ensure accurate detection of diseases. In this study, we designed a blind-deconvolution framework after a noise-reduction algorithm based on a non-local mean, which has been shown to outperform conventional methodologies with regard to the gamma camera system. For this purpose, we performed a simulation using the Monte Carlo method and conducted an experiment. The image performance was evaluated by visual assessment and according to the intensity profile, and a quantitative evaluation using a normalized noise-power spectrum was performed on the acquired image and the blind-deconvolution image after noise reduction. The result indicates an improvement in image performance for gamma camera images when our proposed algorithm is used.

절리암반내 그라우팅 성과에 대한 정량적인 판단기법 개발 (Accurate quantitative assessment of grouting efficiency in fractured rocks by evaluating the aperture sizes of fractures)

  • 김중열;김유성;김형수;백건하;김기석
    • 한국지반공학회:학술대회논문집
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    • 한국지반공학회 2002년도 봄 학술발표회 논문집
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    • pp.695-702
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    • 2002
  • Groundwater flow is primarily influenced by the presence of fractures, functioning as conduits. To block the flow, grouting operation is commonly used. Thereby the fractures are then expected to be sealed, which will add to enhance the shear strength in rock. This far, regarding the assessment of grouting efficiency, however, there's been a considerable uncertainty That is, several geophysical methods of high resolution such as tomography, S-wave logging have produced a significant amount of measurable response caused by grouting, but they can inevitably be used only for the qualitative assessment. Thus, this paper deals with an accurate quantitative assessment about the grouting result. In this, a new strategy is introduced, based mainly on evaluating the opening of fractures. For fracture-opening investigation purposes, borehole Televiewer has already proven to be an excellent logging technique that produces both amplitude image and traveltime image. As well known, the traveltime image can be converted to a high precision 3D caliper log with max. 288 arms, which allows to observe the opening of fractures. To evaluate the fracture opening from the traveltime image, an algorithm of practical use was developed, in which image correction due to the borehole deviation, feature discrimination of wall roughness from fractures, automatic evaluation procedure etc. were considered. Field examples are shown to confirm the efficiency of the suggested method.

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Mental Image의 평가를 위한 추론 -연상이미지에 의한 제품평가를 중심으로- (Ratiocination for evaluation of mental image -Evaluation leafing to characteristic position of associate image and product elements-)

  • 송창호
    • 디자인학연구
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    • 제16권3호
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    • pp.59-70
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    • 2003
  • 소비자가 제품을 대할때의 감정은 제각기 다르게 평가되어 나타난다. 즉, '무엇인가 재미있는 기능이 있을 것 같다', '직접 만져보고 촉감을 느끼고 싶다' 등 구매를 결정하는 다양한 동기가 존재한다. 이와같은 동기를 유발시키는 제품 이미지는 어떻게 '은유(metaphor)'되고 평가되어 인간의 'Mental Image'에 존재하는가? 본 연구에서는 이러한 측면에 문제의식을 제기하여 제품에 대한 '연상 이미지', '제품요소의 특징적 위치' 및 '제품평가' 등을 주요 골자로 하여 고찰을 실시하였다. 명쾌한 결론 도출을 위해 먼저 3개의 가설(hypothesis)을 설정하고, 이를 검증(verification)하기 위하여 종결적 조사(conclusive research)의 일환으로 사례연구를 실시하였다. 수집된 데이터는 단순집계(simple tabulation)에 의하여 전체적인 흐름을 파악하였고, 이를 토대로 3개의 조사항목에 대한 구체적인 분석을 실시하였다. 분석방법은 소비자의 심리적인 측면을 고려하여 정량적 분석(quantitative analysis)에 중점을 두었다. 그 결과 'Mental Image의 평가를 위한 추론'에 관해 중요한 3가지 결론을 얻었다.

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3.0T 자기공명영상을 이용한 잡음전력스펙트럼 특성 평가 (Evaluation of Noise Power Spectrum Characteristics by Using Magnetic Resonance Imaging 3.0T)

  • 민정환;정회원;김승철
    • 대한방사선기술학회지:방사선기술과학
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    • 제44권1호
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    • pp.31-37
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    • 2021
  • This study aim of quantitative assessment of Noise Power Spectrum(NPS) and image characteristics of by acquired the optimal image for noise characteristics and quality assurance by using magnetic resonance imaging(MRI). MRI device was (MAGNETOM Vida 3.0T MRI; Siemense healthcare system; Germany) used and the head/neck shim MR receive coil were 20 channels coil and a diameter 200 mm hemisphere phantom. Frequency signal could be acquired the K-space trajectory image and white image for NPS. The T2 image highest quantitatively value for NPS finding of showed the best value of 0.026 based on the T2 frequency of 1.0 mm-1. The NPS acquired of showed that the T1 CE turbo image was 0.077, the T1 CE Conca2 turbo image was 0.056, T1 turbo image was 0.061, and the T1 Conca2 turbo image was 0.066. The assessment of NPS image characteristics of this study were to that could be used efficiently of the MRI and to present the quantitative evaluation methods and image noise characteristics of 3.0T MRI.

Polarization Spectral Imaging System for Quantitative Evaluation of Port Wine Stain Blanching Following Laser Treatment

  • Jung, Byung-Jo
    • Journal of the Optical Society of Korea
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    • 제7권4호
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    • pp.234-239
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    • 2003
  • Objective methods to assess quantitatively port wine stain (PWS) blanching in response to laser therapy are needed to improve laser therapeutic outcome. Previous studies have attempted to assess objectively PWS color based on point measurement devices. To date, these approaches have typically been limited by a number of factors such as small test area and need for contact. To address these issues, a polarization spectral imaging system and an image analysis method have been developed to evaluate quantitatively erythema and melanin content distribution in skin. The developed polarization spectral imaging system minimizes artifacts such as glaring, shadowing, and non-uniform illumination that interfere with image fidelity. Furthermore, the image analysis method has been employed to get images of skin melanin and erythema indices from the acquired color images for quantitative analysis. Finally, using PWS patient color image, the effectiveness in laser treatment of PWS was evaluated by calculating relative erythema index image that is the relative erythema index of PWS region to the normal region. The developed device and analysis method appears to be a simple and effective method for quantitative analysis of PWS blanching.

PACS환경에서 Full Field Digital Mammography 영상의 압축 화질평가에 관한 연구 (The Research on Compression Image Quality of Full Field Digital Mammography on PACS Environment)

  • 정재호;김은수
    • 한국방사선학회논문지
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    • 제8권4호
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    • pp.147-153
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    • 2014
  • 디지털 Mammography영상에서 압축률에 따른 화질의 특성에 대해 정량적 평가와 정성적평가를 실시하였다. ACR Accreditation phantom을 대상으로 JPEG2000, JPEG 압축알고리즘을 적용하여 압축한 후 Detection Score를 측정하여 압축률에 상관없이 10점 인정기준을 충족하였다. 또한 실제미세병소 영상을 선정하여 압축을 실시하여 확대율에 따른 진단능의 변화를 측정하여 20:1 이상 압축 후 50% 이상 확대 시 진단능에 영향을 미칠 수 있음을 알 수 있었다. 또한, 정량적 평가방법인 PSNR, RMSE, MAE, SSIM등을 측정하여 압축률에 따른 원본영상과의 차이점은 비교적 허용 가능한 오차범위 내의 값이 측정되었다. 또한 MTF 측정을 통해 Full Field Digital Mammography 영상의 화질이 진단에 적합한 영상임을 알 수 있었다.

A pilot application study of densitometric image analysis as a potential comparative evaluation method for visualized fingerprints

  • Kim, Eun-Ji;Kim, Soo-Kyung;Seo, Kyung-Suk;Choi, Sung-Woon
    • 분석과학
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    • 제33권4호
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    • pp.197-207
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    • 2020
  • The current comparison methods with scoring systems that are used to compare visualized latent fingerprints (LF) have disadvantages. Evaluators using these methods are prone to make errors and fail to discriminate LFs correctly to notice the differences among those LFs. Therefore, a comparative and quantitative evaluation method that is capable of obtaining more objective and quantitative results is needed. Densitometric image analysis (DIA) is used in other fields as a reliable semi-quantitative comparison method. To apply DIA to LFs, the potential variables that can occur during the DIA process were tested. The visualized ridges of LFs can be compared using the concentration of dots against the background to make it possible to analyze the ridges with DIA. The variables that can be present during the DIA process include the thickness of the analysis line, the number of ridges to be taken, the number of divided zones within each of the fingerprints, and the angles of the analysis line against the ridge lines that were selected. From the analysis of the inked fingerprints and circular lines that are similar to fingerprints, the angle of the analysis lines with the ridge line was the most significant variable. The preliminary test result was applied to the comparison of LFs that were developed with the powder method and then compared with the AFIS analysis. A similar trend was found, and a more detailed and semi-quantitative comparison of the visualized LFs was possible. In the future, it is necessary to check the evaluative ability of the DIA method by analyzing the visualized LFs with other various development methods. However, DIA is currently an option that can be used as an objective comparative evaluation method during fingerprint studies with supplementary role.

Quality Evaluation of Ultrasonographic Equipment Using an ATS-539 Multipurpose Phantom in Veterinary Medicine

  • Cho, Young-kwon;Lee, Youngjin;Lee, Kichang
    • 한국임상수의학회지
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    • 제39권3호
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    • pp.114-120
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    • 2022
  • The purpose of this study is to examine the status of quality control using multipurpose phantom of ultrasound equipment used in hospital of veterinary college in South Korea by using ATS-539 multipurpose phantom so as to examine quantitative and objective new image evaluation method. Specialists discussed and analyzed multipurpose phantom images acquired by using convex transducer of 10 ultrasound imaging devices, currently used in 9 veterinary colleges, at 4.0-6.0 MHz. Total 8 items that can be measured with ATS-539 multipurpose phantom including dead zone, vertical and horizontal measurement, axial/lateral resolution, sensitivity, focal zone, functional resolution and gray scale/dynamic range were evaluated. For qualitative evaluation, valid decisions were made based on dead zone, axial/lateral resolution, and gray scale/dynamic range which are resolution index, and coefficient of variation (COV) and blind referenceless image spatial quality evaluator (BRISQUE) were found to increase objectivity. As a result of experiment, all the targeted ultrasonic devices were found appropriate from qualitative evaluation items of dead zone, axial/lateral resolution, and gray scale/dynamic range. In other evaluation items, they were found to be appropriate from focal zone and vertical measurement of quantitative evaluation while inappropriate from horizontal measurement, sensitivity, and functional resolution. COV value was 0.12 ± 0.04, and BRISQUE value was 47.77 ± 2.77, both analysis results show that the noise level of all ultrasonic devices was located within tolerance range. Upon image examination using ATS-539 multipurpose phantom, they were 100% appropriate with inspection standards of dead zone, axial/lateral resolution, and gray scale/dynamic range, and besides, focal zone and functional resolution can be used as evaluation items. In the field of veterinary medicine, 8 standard items using ATS-539 multipurpose phantom and image evaluation items using COV and BRISQUE can be used as standards for quality control of ultrasonography machine.